A Stochastic Bayesian Game for Securing Secondary Frequency Control of Microgrids Against Spoofing Attacks With Incomplete Information

Yang Li;Shichao Liu;Li Zhu
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Abstract

While wireless communication has been implemented for the data exchange in the secondary frequency control of microgrids, the wireless links also open doors to spoofing attacks. Most existing game-theoretic approaches on securing control systems of microgrids against wireless spoofing attacks assume complete information. However, the defense scheme under perfect information assumption could lead to severe resource waste and significant detection delay due to the high over-defense rate. In this paper, we design a defense policy generation method for securing microgrids secondary frequency control facing spoofing attacks and incomplete observation. We formulate a multi-stage two-player stochastic Bayesian game (SBG) when the identity of the defender's opponent is uncertain. Furthermore, we propose a posterior identity belief update method, where Bayesian Nash equilibrium (NE) is considered to derive the boundary identity belief. Under the proposed SBG framework, an identity-dependent optimal defense scheme is obtained to simultaneously secure microgrids against potential spoofing attacks and reduce the over-defense rate. Comparison studies show that the proposed SBG-based defense policy can improve defense performance and significantly reduce over-defense rates.
针对不完全信息欺骗攻击的微电网二次频率控制安全随机贝叶斯博弈
虽然微电网二次频率控制中的数据交换采用了无线通信,但无线链路也为欺骗攻击打开了大门。现有的博弈论方法大多假设微电网控制系统拥有完整的信息,以确保其免受无线欺骗攻击。然而,完全信息假设下的防御方案可能会导致严重的资源浪费,并由于高过防率而导致严重的检测延迟。本文设计了一种面对欺骗攻击和不完全观测的微电网二次频率控制安全防御策略生成方法。在防御方对手身份不确定的情况下,我们提出了一个多阶段双人随机贝叶斯博弈(SBG)。此外,我们还提出了一种后验身份信念更新方法,通过考虑贝叶斯纳什均衡(NE)来推导边界身份信念。在提出的 SBG 框架下,得到了一种与身份相关的最优防御方案,可同时确保微电网免受潜在的欺骗攻击,并降低过度防御率。对比研究表明,所提出的基于 SBG 的防御策略可以提高防御性能,并显著降低过防御率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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